AI Chat Paper
Note: Please note that the following content is generated by AMiner AI. SciOpen does not take any responsibility related to this content.
{{lang === 'zh_CN' ? '文章概述' : 'Summary'}}
{{lang === 'en_US' ? '中' : 'Eng'}}
Chat more with AI
PDF (3.8 MB)
Collect
Submit Manuscript AI Chat Paper
Show Outline
Outline
Show full outline
Hide outline
Outline
Show full outline
Hide outline
Publishing Language: Chinese | Open Access

Investigation on Multi-Objective Optimization of Thermal-Hydraulic Performance for Enhanced Heat Transfer in Jet Impingement Cooling

Sumin Guan1,2Ruochen Ding3Ningbo Wang4Qingping Ye1,2Zhimei Zheng3Shuangquan Shao4( )
China Yangtze Power Co., Ltd., Yichang, 100032, China
Hubei Technology Innovation Center for Smart Hydropower, Wuhan, 430000, China
Institute of Science and Technology, China Three Gorges Corporation, Beijing, 100000, China
School of Energy and Power Engineering, Huazhong University of Science and Technology, Wuhan, 430074, China
Show Author Information

Abstract

Implementing efficient, clean, and energy-saving cooling solutions is important to decarbonize data centers. This study investigates a variable-spacing multijet direct-chip cooling device that increases the heat-transfer coefficient and improves temperature uniformity. The effects of the coolant flow rate, inlet temperature, pin-fin design parameters, and jet hole spacings on the thermal resistance, pressure drop, standard deviation of temperature, and Nusselt number are investigated. The dataset for the surrogate model construction is obtained based on computational fluid dynamics and Latin hypercube-sampling experimental designs. An artificial neural network model is developed with structural and thermal parameters as inputs and thermal resistance, pressure drop, and temperature uniformity as outputs. An algorithm called constrained multi-objective optimization based on the even search is used to find the solution. The optimization results show that the optimal design outperforms the initial design and has better performance specifications than those of existing studies for both thermal and hydraulic performances. Thus, it has good prospects for engineering applications. Herein, the optimization of variable-spacing multijet direct-chip cooling is investigated, enabling the chip to operate at a higher performance level.

CLC number: TK123; TK124; TP308 Document code: A Article ID: 0253-4339(2026)01-0080-08

References

【1】
【1】
 
 
Journal of Refrigeration
Pages 80-87

{{item.num}}

Comments on this article

Go to comment

< Back to all reports

Review Status: {{reviewData.commendedNum}} Commended , {{reviewData.revisionRequiredNum}} Revision Required , {{reviewData.notCommendedNum}} Not Commended Under Peer Review

Review Comment

Close
Close
Cite this article:
Guan S, Ding R, Wang N, et al. Investigation on Multi-Objective Optimization of Thermal-Hydraulic Performance for Enhanced Heat Transfer in Jet Impingement Cooling. Journal of Refrigeration, 2026, 47(1): 80-87. https://doi.org/10.12465/issn.0253-4339.20250812002

478

Views

4

Downloads

0

Crossref

0

CSCD

Received: 12 August 2025
Revised: 05 September 2025
Accepted: 12 September 2025
Published: 16 February 2026
© 2026 The Editorial Office of Journal of Refrigeration

This is an open access article under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0, http://creativecommons.org/licenses/by/4.0/).